Extremely dependent on the photo, but generally more doable that most people assume. Geowizard on youtube has a series where he guesses the location of arbitrary photos sent to him by subscribers, and he has quite a high success rate. Even without being a wizard at geography, an amateur can make a solid attempt just by being intelligent about using the clues available.